Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295499 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 9 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with R1 (MOhm) and 11 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 10 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -107.4011981) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32137 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:32:52.052200 |
|---|---|
| Analysis finished | 2022-12-20 08:34:50.346102 |
| Duration | 1 minute and 58.29 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295499 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45450.373 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.668 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4538.9471 |
| Q1 | 22714.702 |
| median | 45463.664 |
| Q3 | 68177.09 |
| 95-th percentile | 86363.742 |
| Maximum | 90909.668 |
| Range | 90909.668 |
| Interquartile range (IQR) | 45462.388 |
Descriptive statistics
| Standard deviation | 26247.248 |
|---|---|
| Coefficient of variation (CV) | 0.57749247 |
| Kurtosis | -1.2003865 |
| Mean | 45450.373 |
| Median Absolute Deviation (MAD) | 22731.202 |
| Skewness | -0.0002246206 |
| Sum | 1.343054 × 1010 |
| Variance | 6.8891805 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60636.364 | 1 | < 0.1% |
| 60607.94 | 1 | < 0.1% |
| 60607.631 | 1 | < 0.1% |
| 60607.322 | 1 | < 0.1% |
| 60607.013 | 1 | < 0.1% |
| 60606.706 | 1 | < 0.1% |
| 60606.396 | 1 | < 0.1% |
| 60606.087 | 1 | < 0.1% |
| 60605.778 | 1 | < 0.1% |
| Other values (295489) | 295489 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.308 | 1 | |
| 0.616 | 1 | |
| 0.926 | 1 | |
| 1.234 | 1 | |
| 1.542 | 1 | |
| 1.851 | 1 | |
| 2.157 | 1 | |
| 2.467 | 1 | |
| 2.774 | 1 |
| Value | Count | Frequency (%) |
| 90909.668 | 1 | |
| 90909.36 | 1 | |
| 90909.051 | 1 | |
| 90908.743 | 1 | |
| 90908.433 | 1 | |
| 90908.123 | 1 | |
| 90907.815 | 1 | |
| 90907.506 | 1 | |
| 90907.198 | 1 | |
| 90906.889 | 1 |
| Distinct | 302 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9019695 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32137 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.427912 |
|---|---|
| Coefficient of variation (CV) | 0.6491549 |
| Kurtosis | -1.2332437 |
| Mean | 9.9019695 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0090071337 |
| Sum | 2926022.1 |
| Variance | 41.318053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32137 | |
| 20 | 29267 | |
| 8.89 | 29266 | |
| 2.22 | 29237 | |
| 13.33 | 29234 | |
| 6.67 | 29230 | |
| 17.78 | 29224 | |
| 15.56 | 29208 | |
| 11.11 | 29204 | |
| 4.44 | 29199 | |
| Other values (292) | 293 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32137 | |
| 0.0266 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2311 | 1 | < 0.1% |
| 0.3596 | 1 | < 0.1% |
| 0.4085 | 1 | < 0.1% |
| 0.5136 | 1 | < 0.1% |
| 0.7002 | 1 | < 0.1% |
| 0.7148 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29267 | |
| 19.9023 | 1 | < 0.1% |
| 19.3468 | 1 | < 0.1% |
| 19.2444 | 1 | < 0.1% |
| 19.2208 | 1 | < 0.1% |
| 19.1253 | 1 | < 0.1% |
| 18.7746 | 1 | < 0.1% |
| 18.6132 | 1 | < 0.1% |
| 18.5348 | 1 | < 0.1% |
| 18.062 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 23177 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.726298 |
| Minimum | 16.35 |
|---|---|
| Maximum | 74.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.35 |
|---|---|
| 5-th percentile | 23.03 |
| Q1 | 36.16 |
| median | 46.55 |
| Q3 | 55.69 |
| 95-th percentile | 65.29 |
| Maximum | 74.65 |
| Range | 58.3 |
| Interquartile range (IQR) | 19.53 |
Descriptive statistics
| Standard deviation | 12.671205 |
|---|---|
| Coefficient of variation (CV) | 0.27710979 |
| Kurtosis | -0.70791258 |
| Mean | 45.726298 |
| Median Absolute Deviation (MAD) | 9.79 |
| Skewness | -0.11283468 |
| Sum | 13512075 |
| Variance | 160.55943 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.02 | 5168 | 1.7% |
| 30.68 | 2638 | 0.9% |
| 46.53 | 2466 | 0.8% |
| 37.23 | 2432 | 0.8% |
| 47.56 | 2165 | 0.7% |
| 36.17 | 2155 | 0.7% |
| 44.45 | 1904 | 0.6% |
| 48.58 | 1892 | 0.6% |
| 48.59 | 1790 | 0.6% |
| 43.41 | 1776 | 0.6% |
| Other values (23167) | 271113 |
| Value | Count | Frequency (%) |
| 16.35 | 193 | |
| 16.3503 | 2 | < 0.1% |
| 16.3505 | 1 | < 0.1% |
| 16.3508 | 1 | < 0.1% |
| 16.3509 | 1 | < 0.1% |
| 16.351 | 1 | < 0.1% |
| 16.3513 | 1 | < 0.1% |
| 16.3514 | 1 | < 0.1% |
| 16.3515 | 1 | < 0.1% |
| 16.412 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74.65 | 394 | |
| 74.6499 | 1 | < 0.1% |
| 74.6498 | 1 | < 0.1% |
| 74.6493 | 1 | < 0.1% |
| 74.6492 | 1 | < 0.1% |
| 74.6488 | 1 | < 0.1% |
| 74.6486 | 1 | < 0.1% |
| 74.6483 | 1 | < 0.1% |
| 74.6482 | 1 | < 0.1% |
| 74.6473 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 6684 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.010985 |
| Minimum | 25.38 |
|---|---|
| Maximum | 27.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 25.38 |
|---|---|
| 5-th percentile | 25.4599 |
| Q1 | 25.54 |
| median | 25.66 |
| Q3 | 26.66 |
| 95-th percentile | 26.98 |
| Maximum | 27.18 |
| Range | 1.8 |
| Interquartile range (IQR) | 1.12 |
Descriptive statistics
| Standard deviation | 0.57935315 |
|---|---|
| Coefficient of variation (CV) | 0.022273403 |
| Kurtosis | -1.1807897 |
| Mean | 26.010985 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.69205923 |
| Sum | 7686220.2 |
| Variance | 0.33565007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25.5 | 40942 | 13.9% |
| 25.58 | 27116 | 9.2% |
| 25.54 | 17372 | 5.9% |
| 25.66 | 15907 | 5.4% |
| 25.62 | 15049 | 5.1% |
| 25.42 | 13138 | 4.4% |
| 25.46 | 11302 | 3.8% |
| 26.98 | 9847 | 3.3% |
| 26.86 | 9047 | 3.1% |
| 25.9 | 8865 | 3.0% |
| Other values (6674) | 126914 |
| Value | Count | Frequency (%) |
| 25.38 | 479 | |
| 25.3801 | 18 | < 0.1% |
| 25.3802 | 1 | < 0.1% |
| 25.3807 | 1 | < 0.1% |
| 25.3808 | 1 | < 0.1% |
| 25.3828 | 1 | < 0.1% |
| 25.3831 | 1 | < 0.1% |
| 25.3832 | 1 | < 0.1% |
| 25.3844 | 1 | < 0.1% |
| 25.3851 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.18 | 1550 | |
| 27.1799 | 25 | < 0.1% |
| 27.1798 | 17 | < 0.1% |
| 27.1792 | 1 | < 0.1% |
| 27.1788 | 1 | < 0.1% |
| 27.1785 | 1 | < 0.1% |
| 27.1781 | 1 | < 0.1% |
| 27.178 | 1 | < 0.1% |
| 27.1779 | 1 | < 0.1% |
| 27.1778 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11377 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94854 |
| Minimum | 0 |
|---|---|
| Maximum | 321.2093 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7533 |
| Q1 | 239.8956 |
| median | 239.9723 |
| Q3 | 240.0455 |
| 95-th percentile | 240.1834 |
| Maximum | 321.2093 |
| Range | 321.2093 |
| Interquartile range (IQR) | 0.1499 |
Descriptive statistics
| Standard deviation | 1.7930832 |
|---|---|
| Coefficient of variation (CV) | 0.0074727824 |
| Kurtosis | 13746.462 |
| Mean | 239.94854 |
| Median Absolute Deviation (MAD) | 0.0749 |
| Skewness | -107.4012 |
| Sum | 70904553 |
| Variance | 3.2151474 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9517 | 138 | < 0.1% |
| 239.9841 | 135 | < 0.1% |
| 239.971 | 134 | < 0.1% |
| 239.9805 | 133 | < 0.1% |
| 240.0057 | 133 | < 0.1% |
| 239.9688 | 133 | < 0.1% |
| 239.9513 | 132 | < 0.1% |
| 239.9867 | 132 | < 0.1% |
| 239.9938 | 132 | < 0.1% |
| 239.9974 | 131 | < 0.1% |
| Other values (11367) | 294166 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.0386 | 1 | < 0.1% |
| 0.557 | 1 | < 0.1% |
| 1.0738 | 1 | < 0.1% |
| 1.5939 | 1 | < 0.1% |
| 63.3839 | 1 | < 0.1% |
| 96.5254 | 1 | < 0.1% |
| 98.674 | 1 | < 0.1% |
| 136.5259 | 1 | < 0.1% |
| 148.4054 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 321.2093 | 1 | |
| 315.6031 | 1 | |
| 292.5017 | 1 | |
| 287.8195 | 1 | |
| 276.3673 | 1 | |
| 265.5716 | 1 | |
| 264.666 | 1 | |
| 264.2699 | 1 | |
| 263.8868 | 1 | |
| 259.9459 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1753 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35511257 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.9009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1995 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.899 |
| Maximum | 0.9009 |
| Range | 0.7029 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28855101 |
|---|---|
| Coefficient of variation (CV) | 0.8125621 |
| Kurtosis | -0.20468512 |
| Mean | 0.35511257 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3375184 |
| Sum | 104935.41 |
| Variance | 0.083261685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 155866 | |
| 0.899 | 22604 | 7.6% |
| 0.898 | 10651 | 3.6% |
| 0.201 | 7872 | 2.7% |
| 0.199 | 4318 | 1.5% |
| 0.202 | 2726 | 0.9% |
| 0.1994 | 2565 | 0.9% |
| 0.1998 | 2504 | 0.8% |
| 0.1992 | 2477 | 0.8% |
| 0.1995 | 2472 | 0.8% |
| Other values (1743) | 81444 |
| Value | Count | Frequency (%) |
| 0.198 | 1 | < 0.1% |
| 0.1981 | 2 | < 0.1% |
| 0.1982 | 1 | < 0.1% |
| 0.1983 | 1 | < 0.1% |
| 0.1984 | 5 | |
| 0.1985 | 3 | |
| 0.1986 | 1 | < 0.1% |
| 0.1987 | 2 | < 0.1% |
| 0.1988 | 2 | < 0.1% |
| 0.1989 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.9009 | 1 | < 0.1% |
| 0.9008 | 1 | < 0.1% |
| 0.9007 | 2 | < 0.1% |
| 0.9006 | 1 | < 0.1% |
| 0.9001 | 1 | < 0.1% |
| 0.9 | 1362 | |
| 0.8999 | 744 | |
| 0.8998 | 786 | |
| 0.8997 | 770 | |
| 0.8996 | 787 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8511 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.264653 |
| Minimum | 0.0328 |
|---|---|
| Maximum | 128.0195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0328 |
|---|---|
| 5-th percentile | 0.0786 |
| Q1 | 0.423 |
| median | 1.988 |
| Q3 | 28.6645 |
| 95-th percentile | 69.1448 |
| Maximum | 128.0195 |
| Range | 127.9867 |
| Interquartile range (IQR) | 28.2415 |
Descriptive statistics
| Standard deviation | 23.639494 |
|---|---|
| Coefficient of variation (CV) | 1.4534275 |
| Kurtosis | 0.85291395 |
| Mean | 16.264653 |
| Median Absolute Deviation (MAD) | 1.9061 |
| Skewness | 1.4180108 |
| Sum | 4806188.8 |
| Variance | 558.82569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73.1111 | 724 | 0.2% |
| 71.3877 | 720 | 0.2% |
| 70.7619 | 688 | 0.2% |
| 72.5638 | 685 | 0.2% |
| 69.1448 | 683 | 0.2% |
| 69.6423 | 679 | 0.2% |
| 74.3444 | 676 | 0.2% |
| 70.2486 | 666 | 0.2% |
| 0.0954 | 661 | 0.2% |
| 71.9176 | 658 | 0.2% |
| Other values (8501) | 288659 |
| Value | Count | Frequency (%) |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 1 | < 0.1% |
| 0.0334 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0338 | 3 | |
| 0.034 | 2 | |
| 0.0341 | 1 | < 0.1% |
| 0.0345 | 1 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 3 |
| Value | Count | Frequency (%) |
| 128.0195 | 1 | < 0.1% |
| 114.818 | 2 | < 0.1% |
| 113.4868 | 1 | < 0.1% |
| 111.9292 | 10 | < 0.1% |
| 110.6632 | 15 | < 0.1% |
| 109.181 | 23 | |
| 107.9756 | 35 | |
| 106.5634 | 34 | |
| 105.4143 | 39 | |
| 104.0673 | 49 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8233 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.333838 |
| Minimum | 0.0559 |
|---|---|
| Maximum | 199.8105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0559 |
|---|---|
| 5-th percentile | 0.1402 |
| Q1 | 0.4963 |
| median | 1.5146 |
| Q3 | 32.2705 |
| 95-th percentile | 78.3034 |
| Maximum | 199.8105 |
| Range | 199.7546 |
| Interquartile range (IQR) | 31.7742 |
Descriptive statistics
| Standard deviation | 27.434764 |
|---|---|
| Coefficient of variation (CV) | 1.4964004 |
| Kurtosis | 0.34713909 |
| Mean | 18.333838 |
| Median Absolute Deviation (MAD) | 1.3727 |
| Skewness | 1.3371083 |
| Sum | 5417630.9 |
| Variance | 752.66626 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 77.677 | 1058 | 0.4% |
| 78.3034 | 1046 | 0.4% |
| 79.7171 | 1045 | 0.4% |
| 81.1822 | 1043 | 0.4% |
| 80.5097 | 1033 | 0.3% |
| 82.7015 | 1029 | 0.3% |
| 82.004 | 1021 | 0.3% |
| 79.0683 | 1001 | 0.3% |
| 76.3332 | 955 | 0.3% |
| 75.6194 | 944 | 0.3% |
| Other values (8223) | 285324 |
| Value | Count | Frequency (%) |
| 0.0559 | 1 | |
| 0.0569 | 1 | |
| 0.0575 | 2 | |
| 0.058 | 2 | |
| 0.0584 | 1 | |
| 0.0585 | 2 | |
| 0.0587 | 2 | |
| 0.0589 | 1 | |
| 0.059 | 1 | |
| 0.0591 | 1 |
| Value | Count | Frequency (%) |
| 199.8105 | 1 | < 0.1% |
| 131.804 | 1 | < 0.1% |
| 117.8584 | 3 | < 0.1% |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 4 | < 0.1% |
| 113.4868 | 12 | < 0.1% |
| 111.9292 | 9 | < 0.1% |
| 110.6632 | 14 | < 0.1% |
| 109.181 | 25 | |
| 107.9756 | 35 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8215 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.001356 |
| Minimum | 0.0546 |
|---|---|
| Maximum | 182.3433 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0546 |
|---|---|
| 5-th percentile | 0.1122 |
| Q1 | 0.6084 |
| median | 4.6678 |
| Q3 | 46.8361 |
| 95-th percentile | 82.2033 |
| Maximum | 182.3433 |
| Range | 182.2887 |
| Interquartile range (IQR) | 46.2277 |
Descriptive statistics
| Standard deviation | 29.109381 |
|---|---|
| Coefficient of variation (CV) | 1.2655506 |
| Kurtosis | -0.41876727 |
| Mean | 23.001356 |
| Median Absolute Deviation (MAD) | 4.5539 |
| Skewness | 1.0052466 |
| Sum | 6796877.8 |
| Variance | 847.35603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.6501 | 1172 | 0.4% |
| 81.51 | 1136 | 0.4% |
| 83.7703 | 1135 | 0.4% |
| 85.3974 | 1106 | 0.4% |
| 83.0507 | 1096 | 0.4% |
| 80.6932 | 1092 | 0.4% |
| 87.0883 | 1065 | 0.4% |
| 82.2033 | 1054 | 0.4% |
| 86.3116 | 1035 | 0.4% |
| 79.2369 | 993 | 0.3% |
| Other values (8205) | 284615 |
| Value | Count | Frequency (%) |
| 0.0546 | 1 | |
| 0.0553 | 1 | |
| 0.0562 | 1 | |
| 0.0568 | 1 | |
| 0.057 | 1 | |
| 0.0572 | 2 | |
| 0.0574 | 1 | |
| 0.0578 | 2 | |
| 0.058 | 1 | |
| 0.0583 | 1 |
| Value | Count | Frequency (%) |
| 182.3433 | 1 | < 0.1% |
| 141.6613 | 2 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 114.1263 | 2 | < 0.1% |
| 112.8031 | 14 | < 0.1% |
| 111.2549 | 14 | < 0.1% |
| 109.9965 | 38 | |
| 108.5233 | 47 | |
| 107.3251 | 66 | |
| 105.9214 | 76 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7602 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.326875 |
| Minimum | 0.0395 |
|---|---|
| Maximum | 97.6414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0395 |
|---|---|
| 5-th percentile | 0.102 |
| Q1 | 2.1442 |
| median | 21.788 |
| Q3 | 34.2691 |
| 95-th percentile | 51.1162 |
| Maximum | 97.6414 |
| Range | 97.6019 |
| Interquartile range (IQR) | 32.1249 |
Descriptive statistics
| Standard deviation | 17.51981 |
|---|---|
| Coefficient of variation (CV) | 0.8214898 |
| Kurtosis | -0.8335225 |
| Mean | 21.326875 |
| Median Absolute Deviation (MAD) | 15.4495 |
| Skewness | 0.34301847 |
| Sum | 6302070.1 |
| Variance | 306.94374 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.8093 | 1005 | 0.3% |
| 34.4447 | 1001 | 0.3% |
| 35.5988 | 996 | 0.3% |
| 34.7712 | 990 | 0.3% |
| 34.5923 | 979 | 0.3% |
| 33.64 | 977 | 0.3% |
| 34.1241 | 969 | 0.3% |
| 35.257 | 967 | 0.3% |
| 36.6641 | 963 | 0.3% |
| 35.7879 | 952 | 0.3% |
| Other values (7592) | 285700 |
| Value | Count | Frequency (%) |
| 0.0395 | 1 | < 0.1% |
| 0.0399 | 1 | < 0.1% |
| 0.0409 | 1 | < 0.1% |
| 0.0411 | 2 | |
| 0.0415 | 1 | < 0.1% |
| 0.0417 | 2 | |
| 0.0418 | 3 | |
| 0.0419 | 1 | < 0.1% |
| 0.042 | 1 | < 0.1% |
| 0.0421 | 2 |
| Value | Count | Frequency (%) |
| 97.6414 | 1 | < 0.1% |
| 90.6217 | 1 | < 0.1% |
| 82.6836 | 1 | < 0.1% |
| 81.8678 | 3 | < 0.1% |
| 80.9098 | 2 | < 0.1% |
| 80.1281 | 4 | < 0.1% |
| 79.2097 | 13 | < 0.1% |
| 78.4601 | 18 | |
| 77.5789 | 27 | |
| 76.8594 | 34 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7861 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.614771 |
| Minimum | 0.0484 |
|---|---|
| Maximum | 129.7955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0484 |
|---|---|
| 5-th percentile | 0.1152 |
| Q1 | 1.915 |
| median | 34.2792 |
| Q3 | 53.0277 |
| 95-th percentile | 80.3481 |
| Maximum | 129.7955 |
| Range | 129.7471 |
| Interquartile range (IQR) | 51.1127 |
Descriptive statistics
| Standard deviation | 27.727946 |
|---|---|
| Coefficient of variation (CV) | 0.85016528 |
| Kurtosis | -1.0046931 |
| Mean | 32.614771 |
| Median Absolute Deviation (MAD) | 25.7084 |
| Skewness | 0.32288971 |
| Sum | 9637632.3 |
| Variance | 768.83899 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.8849 | 1394 | 0.5% |
| 49.7203 | 1362 | 0.5% |
| 50.562 | 1351 | 0.5% |
| 51.7661 | 1346 | 0.5% |
| 49.9804 | 1341 | 0.5% |
| 48.8555 | 1333 | 0.5% |
| 49.4117 | 1327 | 0.4% |
| 51.1571 | 1326 | 0.4% |
| 48.3116 | 1323 | 0.4% |
| 50.296 | 1320 | 0.4% |
| Other values (7851) | 282076 |
| Value | Count | Frequency (%) |
| 0.0484 | 1 | |
| 0.0491 | 1 | |
| 0.0495 | 1 | |
| 0.0496 | 1 | |
| 0.0497 | 1 | |
| 0.05 | 2 | |
| 0.0502 | 2 | |
| 0.0506 | 1 | |
| 0.0507 | 2 | |
| 0.0508 | 1 |
| Value | Count | Frequency (%) |
| 129.7955 | 1 | < 0.1% |
| 127.7625 | 2 | < 0.1% |
| 124.1949 | 6 | < 0.1% |
| 122.6378 | 8 | < 0.1% |
| 120.8197 | 9 | < 0.1% |
| 119.345 | 14 | |
| 117.6218 | 24 | |
| 116.223 | 16 | |
| 114.5874 | 25 | |
| 113.2589 | 34 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7868 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.547401 |
| Minimum | 0.0488 |
|---|---|
| Maximum | 175.4801 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0488 |
|---|---|
| 5-th percentile | 0.1243 |
| Q1 | 1.6403 |
| median | 24.5003 |
| Q3 | 50.8369 |
| 95-th percentile | 79.9474 |
| Maximum | 175.4801 |
| Range | 175.4313 |
| Interquartile range (IQR) | 49.1966 |
Descriptive statistics
| Standard deviation | 27.627238 |
|---|---|
| Coefficient of variation (CV) | 0.93501417 |
| Kurtosis | -0.91216978 |
| Mean | 29.547401 |
| Median Absolute Deviation (MAD) | 24.1932 |
| Skewness | 0.52400809 |
| Sum | 8731227.4 |
| Variance | 763.2643 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.2798 | 1196 | 0.4% |
| 50.4951 | 1193 | 0.4% |
| 49.8802 | 1189 | 0.4% |
| 52.1297 | 1188 | 0.4% |
| 81.5165 | 1154 | 0.4% |
| 50.2138 | 1147 | 0.4% |
| 48.1206 | 1146 | 0.4% |
| 48.4314 | 1140 | 0.4% |
| 50.8369 | 1132 | 0.4% |
| 79.9474 | 1132 | 0.4% |
| Other values (7858) | 283882 |
| Value | Count | Frequency (%) |
| 0.0488 | 1 | |
| 0.0492 | 1 | |
| 0.0494 | 1 | |
| 0.0499 | 2 | |
| 0.0501 | 1 | |
| 0.0503 | 2 | |
| 0.0507 | 1 | |
| 0.0508 | 1 | |
| 0.0509 | 1 | |
| 0.051 | 1 |
| Value | Count | Frequency (%) |
| 175.4801 | 1 | < 0.1% |
| 145.1587 | 2 | < 0.1% |
| 116.8232 | 2 | < 0.1% |
| 115.3585 | 5 | < 0.1% |
| 113.6483 | 7 | < 0.1% |
| 112.2611 | 19 | < 0.1% |
| 110.6402 | 47 | |
| 109.3244 | 46 | |
| 107.7859 | 86 | |
| 106.5363 | 101 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7758 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.756806 |
| Minimum | 0.0526 |
|---|---|
| Maximum | 153.387 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0526 |
|---|---|
| 5-th percentile | 0.1224 |
| Q1 | 2.0116 |
| median | 33.3892 |
| Q3 | 53.7185 |
| 95-th percentile | 81.3453 |
| Maximum | 153.387 |
| Range | 153.3344 |
| Interquartile range (IQR) | 51.7069 |
Descriptive statistics
| Standard deviation | 28.056579 |
|---|---|
| Coefficient of variation (CV) | 0.85651145 |
| Kurtosis | -1.0613708 |
| Mean | 32.756806 |
| Median Absolute Deviation (MAD) | 26.2092 |
| Skewness | 0.32829863 |
| Sum | 9679603.4 |
| Variance | 787.17164 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.6787 | 1377 | 0.5% |
| 52.4174 | 1374 | 0.5% |
| 53.7185 | 1334 | 0.5% |
| 49.9924 | 1333 | 0.5% |
| 50.8483 | 1326 | 0.4% |
| 49.1134 | 1324 | 0.4% |
| 51.7898 | 1323 | 0.4% |
| 52.7077 | 1321 | 0.4% |
| 51.4536 | 1318 | 0.4% |
| 54.0231 | 1312 | 0.4% |
| Other values (7748) | 282157 |
| Value | Count | Frequency (%) |
| 0.0526 | 1 | |
| 0.0531 | 2 | |
| 0.0544 | 2 | |
| 0.0546 | 1 | |
| 0.0547 | 1 | |
| 0.0549 | 2 | |
| 0.055 | 1 | |
| 0.0551 | 1 | |
| 0.0553 | 1 | |
| 0.0556 | 1 |
| Value | Count | Frequency (%) |
| 153.387 | 1 | < 0.1% |
| 134.7263 | 1 | < 0.1% |
| 115.5214 | 2 | < 0.1% |
| 113.8957 | 9 | < 0.1% |
| 112.5752 | 18 | < 0.1% |
| 111.0301 | 26 | < 0.1% |
| 109.7743 | 50 | |
| 108.304 | 80 | |
| 107.1083 | 90 | |
| 105.7075 | 110 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6188 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.988712 |
| Minimum | 0.033 |
|---|---|
| Maximum | 108.2735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.0996 |
| Q1 | 12.0932 |
| median | 28.0407 |
| Q3 | 42.1236 |
| 95-th percentile | 62.9816 |
| Maximum | 108.2735 |
| Range | 108.2405 |
| Interquartile range (IQR) | 30.0304 |
Descriptive statistics
| Standard deviation | 20.455817 |
|---|---|
| Coefficient of variation (CV) | 0.73085954 |
| Kurtosis | -0.79654557 |
| Mean | 27.988712 |
| Median Absolute Deviation (MAD) | 14.3717 |
| Skewness | 0.16927675 |
| Sum | 8270636.3 |
| Variance | 418.44044 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.6634 | 1041 | 0.4% |
| 0.1003 | 1030 | 0.3% |
| 39.8241 | 1017 | 0.3% |
| 41.6828 | 1014 | 0.3% |
| 54.073 | 1012 | 0.3% |
| 0.1002 | 1007 | 0.3% |
| 41.0575 | 1001 | 0.3% |
| 40.4129 | 998 | 0.3% |
| 40.6381 | 998 | 0.3% |
| 0.1005 | 997 | 0.3% |
| Other values (6178) | 285384 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | |
| 0.0332 | 1 | |
| 0.0336 | 1 | |
| 0.0337 | 2 | |
| 0.0339 | 1 | |
| 0.0341 | 1 | |
| 0.0342 | 2 | |
| 0.0344 | 1 | |
| 0.0345 | 1 | |
| 0.0346 | 1 |
| Value | Count | Frequency (%) |
| 108.2735 | 1 | < 0.1% |
| 105.4803 | 1 | < 0.1% |
| 94.5965 | 2 | < 0.1% |
| 93.4149 | 2 | < 0.1% |
| 92.4523 | 3 | < 0.1% |
| 91.3229 | 6 | |
| 90.4024 | 1 | < 0.1% |
| 89.3217 | 13 | |
| 88.4405 | 10 | |
| 87.4055 | 11 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6165 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.490796 |
| Minimum | 0.0292 |
|---|---|
| Maximum | 87.7234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0292 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.3959 |
| median | 21.6329 |
| Q3 | 34.4416 |
| 95-th percentile | 53.7929 |
| Maximum | 87.7234 |
| Range | 87.6942 |
| Interquartile range (IQR) | 26.0457 |
Descriptive statistics
| Standard deviation | 17.309692 |
|---|---|
| Coefficient of variation (CV) | 0.76963445 |
| Kurtosis | -0.61933071 |
| Mean | 22.490796 |
| Median Absolute Deviation (MAD) | 12.9442 |
| Skewness | 0.36296042 |
| Sum | 6646007.8 |
| Variance | 299.62543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0973 | 3236 | 1.1% |
| 0.0972 | 3160 | 1.1% |
| 0.0971 | 3091 | 1.0% |
| 0.0975 | 3015 | 1.0% |
| 0.097 | 2955 | 1.0% |
| 0.0968 | 2710 | 0.9% |
| 0.0976 | 2678 | 0.9% |
| 0.0967 | 2477 | 0.8% |
| 0.0977 | 2052 | 0.7% |
| 0.0966 | 2047 | 0.7% |
| Other values (6155) | 268078 |
| Value | Count | Frequency (%) |
| 0.0292 | 1 | < 0.1% |
| 0.0293 | 2 | < 0.1% |
| 0.0297 | 2 | < 0.1% |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 3 | |
| 0.03 | 1 | < 0.1% |
| 0.0301 | 3 | |
| 0.0302 | 1 | < 0.1% |
| 0.0303 | 1 | < 0.1% |
| 0.0304 | 6 |
| Value | Count | Frequency (%) |
| 87.7234 | 1 | < 0.1% |
| 81.6883 | 1 | < 0.1% |
| 79.4435 | 2 | < 0.1% |
| 77.9697 | 3 | < 0.1% |
| 77.1883 | 9 | |
| 76.5489 | 13 | |
| 75.7953 | 16 | |
| 75.1784 | 18 | |
| 74.4511 | 22 | |
| 73.8555 | 20 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6406 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.128324 |
| Minimum | 0.0368 |
|---|---|
| Maximum | 102.3503 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0368 |
|---|---|
| 5-th percentile | 0.118 |
| Q1 | 7.751 |
| median | 24.1369 |
| Q3 | 40.4326 |
| 95-th percentile | 63.7159 |
| Maximum | 102.3503 |
| Range | 102.3135 |
| Interquartile range (IQR) | 32.6816 |
Descriptive statistics
| Standard deviation | 20.85417 |
|---|---|
| Coefficient of variation (CV) | 0.7981442 |
| Kurtosis | -0.75561023 |
| Mean | 26.128324 |
| Median Absolute Deviation (MAD) | 16.2957 |
| Skewness | 0.40902451 |
| Sum | 7720893.7 |
| Variance | 434.89642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 2085 | 0.7% |
| 0.1198 | 1984 | 0.7% |
| 0.1201 | 1976 | 0.7% |
| 0.1197 | 1974 | 0.7% |
| 0.1195 | 1932 | 0.7% |
| 0.1202 | 1887 | 0.6% |
| 0.1194 | 1786 | 0.6% |
| 0.1193 | 1669 | 0.6% |
| 0.1204 | 1612 | 0.5% |
| 0.1191 | 1572 | 0.5% |
| Other values (6396) | 277022 |
| Value | Count | Frequency (%) |
| 0.0368 | 1 | |
| 0.0374 | 1 | |
| 0.0375 | 1 | |
| 0.0379 | 2 | |
| 0.0381 | 1 | |
| 0.0383 | 2 | |
| 0.0384 | 1 | |
| 0.0385 | 1 | |
| 0.0386 | 2 | |
| 0.0387 | 1 |
| Value | Count | Frequency (%) |
| 102.3503 | 1 | < 0.1% |
| 101.0719 | 1 | < 0.1% |
| 93.6563 | 1 | < 0.1% |
| 91.7066 | 1 | < 0.1% |
| 89.8357 | 4 | < 0.1% |
| 88.8467 | 8 | |
| 88.0388 | 9 | |
| 87.0883 | 17 | |
| 86.3116 | 13 | |
| 85.3974 | 13 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6286 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.099939 |
| Minimum | 0.031 |
|---|---|
| Maximum | 125.9891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.031 |
|---|---|
| 5-th percentile | 0.108 |
| Q1 | 10.6346 |
| median | 27.7396 |
| Q3 | 42.5596 |
| 95-th percentile | 64.3359 |
| Maximum | 125.9891 |
| Range | 125.9581 |
| Interquartile range (IQR) | 31.925 |
Descriptive statistics
| Standard deviation | 20.934631 |
|---|---|
| Coefficient of variation (CV) | 0.74500629 |
| Kurtosis | -0.83098379 |
| Mean | 28.099939 |
| Median Absolute Deviation (MAD) | 15.2444 |
| Skewness | 0.21286203 |
| Sum | 8303503.8 |
| Variance | 438.25878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1085 | 3563 | 1.2% |
| 0.1086 | 3268 | 1.1% |
| 0.1084 | 3080 | 1.0% |
| 0.1082 | 2683 | 0.9% |
| 0.1088 | 2610 | 0.9% |
| 0.1081 | 2203 | 0.7% |
| 0.1089 | 2194 | 0.7% |
| 0.108 | 1942 | 0.7% |
| 0.109 | 1905 | 0.6% |
| 0.1092 | 1690 | 0.6% |
| Other values (6276) | 270361 |
| Value | Count | Frequency (%) |
| 0.031 | 1 | < 0.1% |
| 0.0312 | 2 | |
| 0.0316 | 2 | |
| 0.0317 | 2 | |
| 0.0318 | 3 | |
| 0.0319 | 2 | |
| 0.032 | 2 | |
| 0.0321 | 4 | |
| 0.0323 | 2 | |
| 0.0324 | 2 |
| Value | Count | Frequency (%) |
| 125.9891 | 1 | < 0.1% |
| 93.9401 | 1 | < 0.1% |
| 90.9514 | 1 | < 0.1% |
| 90.1079 | 1 | < 0.1% |
| 89.1159 | 3 | < 0.1% |
| 88.3056 | 5 | < 0.1% |
| 87.3522 | 11 | < 0.1% |
| 86.5731 | 14 | < 0.1% |
| 85.6562 | 28 | |
| 84.9067 | 41 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6285 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.150859 |
| Minimum | 0.033 |
|---|---|
| Maximum | 98.3064 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.1075 |
| Q1 | 9.78625 |
| median | 26.6439 |
| Q3 | 39.8842 |
| 95-th percentile | 56.9212 |
| Maximum | 98.3064 |
| Range | 98.2734 |
| Interquartile range (IQR) | 30.09795 |
Descriptive statistics
| Standard deviation | 19.075451 |
|---|---|
| Coefficient of variation (CV) | 0.72943879 |
| Kurtosis | -0.83286627 |
| Mean | 26.150859 |
| Median Absolute Deviation (MAD) | 14.203 |
| Skewness | 0.131398 |
| Sum | 7727552.7 |
| Variance | 363.87284 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1087 | 1306 | 0.4% |
| 0.1088 | 1305 | 0.4% |
| 0.109 | 1297 | 0.4% |
| 0.1091 | 1284 | 0.4% |
| 0.1093 | 1234 | 0.4% |
| 0.1086 | 1222 | 0.4% |
| 0.1094 | 1186 | 0.4% |
| 0.1095 | 1153 | 0.4% |
| 0.1101 | 1140 | 0.4% |
| 0.1084 | 1136 | 0.4% |
| Other values (6275) | 283236 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | < 0.1% |
| 0.0331 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.034 | 2 | |
| 0.0341 | 4 | |
| 0.0342 | 4 | |
| 0.0343 | 3 | |
| 0.0344 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 98.3064 | 1 | < 0.1% |
| 93.0504 | 1 | < 0.1% |
| 87.5281 | 1 | < 0.1% |
| 86.7475 | 2 | < 0.1% |
| 85.8287 | 1 | < 0.1% |
| 85.0777 | 6 | < 0.1% |
| 84.1934 | 11 | < 0.1% |
| 83.4702 | 20 | |
| 82.6184 | 28 | |
| 81.9217 | 35 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6357 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.923884 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 78.1157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.1011 |
| Q1 | 7.8681 |
| median | 22.1146 |
| Q3 | 35.1925 |
| 95-th percentile | 53.8044 |
| Maximum | 78.1157 |
| Range | 78.0823 |
| Interquartile range (IQR) | 27.3244 |
Descriptive statistics
| Standard deviation | 17.579924 |
|---|---|
| Coefficient of variation (CV) | 0.76688243 |
| Kurtosis | -0.70117203 |
| Mean | 22.923884 |
| Median Absolute Deviation (MAD) | 13.2743 |
| Skewness | 0.32625116 |
| Sum | 6773984.7 |
| Variance | 309.05372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1031 | 1256 | 0.4% |
| 0.103 | 1243 | 0.4% |
| 0.1029 | 1233 | 0.4% |
| 0.1027 | 1213 | 0.4% |
| 0.1026 | 1207 | 0.4% |
| 0.1032 | 1200 | 0.4% |
| 0.1034 | 1183 | 0.4% |
| 0.1035 | 1136 | 0.4% |
| 0.1037 | 1129 | 0.4% |
| 0.1025 | 1108 | 0.4% |
| Other values (6347) | 283591 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | |
| 0.0335 | 1 | |
| 0.0339 | 1 | |
| 0.0341 | 2 | |
| 0.0342 | 1 | |
| 0.0343 | 1 | |
| 0.0344 | 2 | |
| 0.0346 | 1 | |
| 0.0351 | 1 | |
| 0.0352 | 1 |
| Value | Count | Frequency (%) |
| 78.1157 | 1 | < 0.1% |
| 76.7411 | 1 | < 0.1% |
| 76.0113 | 3 | < 0.1% |
| 75.4135 | 2 | < 0.1% |
| 74.7083 | 5 | < 0.1% |
| 74.1305 | 10 | < 0.1% |
| 73.4487 | 13 | < 0.1% |
| 72.8899 | 14 | < 0.1% |
| 72.2303 | 22 | |
| 71.6896 | 47 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6230 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.025789 |
| Minimum | 0.0321 |
|---|---|
| Maximum | 111.4358 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0321 |
|---|---|
| 5-th percentile | 0.107 |
| Q1 | 9.7012 |
| median | 27.5851 |
| Q3 | 45.0239 |
| 95-th percentile | 68.9791 |
| Maximum | 111.4358 |
| Range | 111.4037 |
| Interquartile range (IQR) | 35.3227 |
Descriptive statistics
| Standard deviation | 22.413463 |
|---|---|
| Coefficient of variation (CV) | 0.77219135 |
| Kurtosis | -0.90802284 |
| Mean | 29.025789 |
| Median Absolute Deviation (MAD) | 17.4388 |
| Skewness | 0.2928302 |
| Sum | 8577091.6 |
| Variance | 502.36333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1075 | 2901 | 1.0% |
| 0.1077 | 2797 | 0.9% |
| 0.1074 | 2754 | 0.9% |
| 0.1079 | 2729 | 0.9% |
| 0.1078 | 2655 | 0.9% |
| 0.108 | 2597 | 0.9% |
| 0.1072 | 2376 | 0.8% |
| 0.1071 | 2144 | 0.7% |
| 0.1082 | 2037 | 0.7% |
| 0.107 | 1900 | 0.6% |
| Other values (6220) | 270609 |
| Value | Count | Frequency (%) |
| 0.0321 | 1 | < 0.1% |
| 0.0322 | 3 | |
| 0.0324 | 2 | < 0.1% |
| 0.0325 | 2 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 1 | < 0.1% |
| 0.033 | 3 | |
| 0.0332 | 2 | < 0.1% |
| 0.0333 | 5 | |
| 0.0334 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 111.4358 | 1 | < 0.1% |
| 101.1097 | 1 | < 0.1% |
| 94.5298 | 1 | < 0.1% |
| 93.4235 | 1 | < 0.1% |
| 86.9716 | 1 | < 0.1% |
| 86.0327 | 7 | < 0.1% |
| 85.2654 | 4 | < 0.1% |
| 84.3623 | 7 | < 0.1% |
| 83.6241 | 14 | |
| 82.7549 | 30 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 48.68 | 26.3 | 244.7114 | 0.2000 | 2.3253 | 1.5505 | 5.8764 | 27.4429 | 41.5938 | 35.1933 | 42.3453 | 56.4158 | 44.5381 | 54.1325 | 57.1452 | 50.0306 | 48.6628 | 66.8445 |
| 1 | 0.308 | 0.0 | 48.68 | 26.3 | 242.2372 | 0.2000 | 2.0493 | 1.4168 | 5.0799 | 26.3353 | 42.1858 | 34.4549 | 40.5595 | 52.3446 | 44.3207 | 57.7289 | 62.0947 | 50.3466 | 47.5846 | 64.8363 |
| 2 | 0.616 | 0.0 | 48.68 | 26.3 | 241.7847 | 0.2000 | 1.8217 | 1.3087 | 4.4454 | 27.0332 | 43.0273 | 33.0403 | 39.4375 | 55.6363 | 43.1405 | 54.5033 | 60.7607 | 50.3466 | 45.7841 | 63.3641 |
| 3 | 0.926 | 0.0 | 48.68 | 26.3 | 241.3294 | 0.1999 | 1.6296 | 1.2184 | 3.8753 | 25.3273 | 40.2166 | 30.9981 | 38.0325 | 55.9880 | 44.0625 | 55.1962 | 56.8068 | 49.2068 | 46.2782 | 65.2822 |
| 4 | 1.234 | 0.0 | 48.68 | 26.3 | 240.8919 | 0.2000 | 1.4815 | 1.1406 | 3.4372 | 24.8041 | 39.8441 | 29.7207 | 37.3660 | 52.3446 | 42.4934 | 55.1962 | 60.7607 | 50.0306 | 46.2782 | 63.8761 |
| 5 | 1.542 | 0.0 | 48.68 | 26.3 | 240.7936 | 0.1996 | 1.3486 | 1.0765 | 3.0548 | 20.6505 | 39.3142 | 28.0483 | 36.4079 | 53.0355 | 42.4934 | 52.8143 | 60.7607 | 49.4614 | 46.5522 | 64.3090 |
| 6 | 1.851 | 0.0 | 48.68 | 26.3 | 240.6950 | 0.2000 | 1.2431 | 1.0220 | 2.7521 | 23.8181 | 38.7660 | 26.6461 | 34.7573 | 50.0315 | 44.0625 | 57.3826 | 56.0760 | 49.4614 | 46.0523 | 63.3641 |
| 7 | 2.157 | 0.0 | 48.68 | 26.3 | 240.5974 | 0.2000 | 1.1528 | 0.9741 | 2.4940 | 23.2703 | 39.1190 | 24.6534 | 33.3892 | 53.0355 | 43.5967 | 54.8161 | 59.4820 | 48.9047 | 45.3001 | 61.5540 |
| 8 | 2.467 | 0.0 | 48.68 | 26.3 | 240.6636 | 0.2000 | 1.0760 | 0.9313 | 2.2659 | 22.1943 | 35.8481 | 23.2003 | 31.6408 | 53.7445 | 42.4934 | 53.8273 | 54.6684 | 48.3602 | 46.0523 | 64.8363 |
| 9 | 2.774 | 0.0 | 48.68 | 26.3 | 240.7717 | 0.2000 | 1.0099 | 0.8950 | 2.0845 | 21.8486 | 34.6844 | 21.8921 | 30.6179 | 51.0146 | 42.6936 | 56.6351 | 56.0760 | 49.4614 | 45.0834 | 62.4461 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295489 | 90906.889 | 0.0 | 61.84 | 26.78 | 0.5570 | 0.1990 | 0.5328 | 0.5682 | 0.7851 | 5.4560 | 6.6924 | 3.6573 | 5.8080 | 41.6828 | 39.2482 | 49.5202 | 52.9744 | 43.3060 | 35.9529 | 53.8426 |
| 295490 | 90907.198 | 0.0 | 61.84 | 26.78 | 0.0386 | 0.2000 | 0.5213 | 0.5607 | 0.7657 | 5.0910 | 6.1009 | 3.4354 | 5.3608 | 47.9632 | 38.5113 | 48.4112 | 48.2630 | 43.3060 | 36.4020 | 55.5538 |
| 295491 | 90907.506 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.2000 | 0.5102 | 0.5543 | 0.7480 | 4.8163 | 5.6718 | 3.2380 | 4.9731 | 44.2479 | 39.0446 | 45.8407 | 52.3368 | 42.8763 | 35.3528 | 53.1748 |
| 295492 | 90907.815 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.2000 | 0.5002 | 0.5477 | 0.7314 | 4.4942 | 5.2046 | 3.0686 | 4.6263 | 48.5445 | 37.9601 | 47.8748 | 47.4933 | 43.9463 | 36.4020 | 54.5271 |
| 295493 | 90908.123 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.1990 | 0.4909 | 0.5417 | 0.7167 | 4.2597 | 4.8482 | 2.8869 | 4.2836 | 45.2505 | 38.1529 | 47.5870 | 51.1056 | 42.0413 | 35.1925 | 53.1748 |
| 295494 | 90908.433 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.2000 | 0.4821 | 0.5356 | 0.7022 | 3.9754 | 4.4699 | 2.7493 | 3.9858 | 48.2257 | 37.8010 | 47.0683 | 46.9780 | 43.7442 | 35.3528 | 53.8426 |
| 295495 | 90908.743 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.1990 | 0.4745 | 0.5302 | 0.6884 | 3.7728 | 4.1292 | 2.6064 | 3.7221 | 44.7437 | 37.6116 | 45.3583 | 51.4357 | 42.2283 | 35.1925 | 53.1748 |
| 295496 | 90909.051 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.2000 | 0.4661 | 0.5256 | 0.6759 | 3.5484 | 3.8619 | 2.4826 | 3.4697 | 44.4719 | 39.6271 | 48.4112 | 49.6703 | 41.2376 | 34.2091 | 52.1742 |
| 295497 | 90909.360 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.1997 | 0.4593 | 0.5203 | 0.6643 | 3.3473 | 3.5677 | 2.3645 | 3.2505 | 47.9632 | 36.6026 | 45.3583 | 46.2028 | 42.6454 | 33.9344 | 53.8426 |
| 295498 | 90909.668 | 0.0 | 61.84 | 26.78 | 0.0000 | 0.1996 | 0.4523 | 0.5155 | 0.6525 | 3.1676 | 3.3319 | 2.2555 | 3.0579 | 43.0331 | 36.9330 | 45.3583 | 50.2454 | 41.6357 | 34.6166 | 52.5231 |